Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "136"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 136 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 233 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 222 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_14481/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 136, Node 12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.804100 0.514449 0.290194 2.652626 -0.287719 1.775609 0.906750 1.952140 0.7378 0.7554 0.2657 14.582695 15.614849
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.798592 7.101181 0.222919 2.288613 0.350501 1.964811 2.177031 1.965114 0.6924 0.6694 0.2759 5.545231 5.724200
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.132282 -1.021991 -0.350760 -1.200856 0.210203 0.005595 1.529875 -0.020038 0.0308 0.0308 0.0010 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.131326 15.496926 0.158951 4.239490 0.246839 2.319776 1.042709 1.413645 0.6343 0.6334 0.3630 5.544010 6.702717
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.823333 15.856445 0.165411 3.534545 0.204477 2.329161 1.180445 0.763006 0.6395 0.6347 0.3557 6.774259 7.118754
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.488231 14.960033 -0.111925 2.629844 0.715168 1.105558 0.779081 2.748851 0.6647 0.6482 0.3014 5.576587 6.581218
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.826919 5.433554 0.764687 3.035763 -0.144558 1.428639 1.454392 1.567496 0.7337 0.7072 0.2450 12.292924 10.636419
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.567877 16.165111 0.810587 6.007419 -0.368752 0.755659 0.776269 1.715485 nan nan nan 6.665114 11.451359
2459586 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.295888 9.551329 -0.813373 -0.272679 -0.238677 -0.065295 0.959491 1.362791 0.6188 0.6177 0.3585 4.448337 4.938923
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.535460 -0.993757 -1.101208 -0.143584 -0.599948 -0.080981 1.867597 -0.309460 0.0304 0.0294 0.0008 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.801403 22.084164 -0.740975 2.415054 -1.017880 -0.165902 0.027221 0.333427 0.5829 0.5813 0.3515 6.489204 10.518042
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.251976 15.630173 -0.886067 0.207633 0.589619 1.531036 0.230464 0.943253 0.6360 0.6319 0.3759 0.000000 0.000000
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.433087 13.369201 -0.571255 0.222165 -0.065530 1.006426 -0.273186 0.767690 0.6386 0.6325 0.3806 4.142477 4.523183
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.222446 13.753789 -0.572022 0.306258 0.031567 0.932899 0.401737 2.970537 0.6430 0.6394 0.3702 0.000000 0.000000
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.248913 13.976827 -0.561671 0.520688 0.099195 1.234948 0.511569 1.321114 0.6321 0.6267 0.3792 5.465475 6.459653
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.676910 0.133862 -0.685296 0.378955 -0.090518 0.171787 1.850078 -0.356127 0.0311 0.0301 0.0012 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.462684 16.977726 -0.912013 0.127055 0.177633 0.862601 0.019691 0.803060 0.6427 0.6404 0.3702 5.724721 5.926112
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.248384 12.464782 -0.703230 0.008483 0.767676 0.717475 -0.147380 1.319861 0.6662 0.6619 0.3723 6.779216 7.261110
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.017991 8.312225 -0.853686 -0.337003 -0.867333 1.001977 -0.633643 -0.055216 0.7177 0.7082 0.3368 6.222135 7.737623
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.106290 11.784045 -0.833830 -0.221361 1.554379 0.989246 1.571266 2.196313 0.6599 0.6586 0.3748 5.237368 5.498774
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.487056 12.817694 -0.810536 0.416562 0.543373 1.122204 0.491351 1.682355 0.6490 0.6489 0.3823 5.804383 6.138354
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.393105 12.335546 -0.773329 -0.091615 0.299655 0.691368 1.440079 1.978088 0.6644 0.6634 0.3716 5.563223 6.172246
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.450153 0.179639 -0.673612 0.341152 -0.052822 0.992145 1.348203 -0.258282 0.0315 0.0292 0.0012 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.198676 0.908201 1.034662 1.136637 0.566365 0.964376 -1.429052 -1.199324 0.6111 0.6231 0.3508 0.000000 0.000000
2459569 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.207288 11.991407 -0.796678 -0.079832 -0.270464 0.266248 -0.347932 0.429680 0.7265 0.7255 0.2512 5.987470 6.293719
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.409336 12.038698 -0.777459 0.104830 0.037343 1.035794 1.047971 2.698646 0.6491 0.6487 0.3884 4.617620 5.280951
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -0.474250 -0.474250 -0.491922 -0.491922 1.366555 1.366555 0.674491 0.674491 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.096726 13.268792 -0.749703 3.122760 0.301727 1.950022 -0.122314 1.975216 0.6626 0.6568 0.3830 4.078416 5.235301
2459562 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.036461 8.354688 -0.208695 -0.095650 0.606360 0.345083 0.306544 1.164382 0.6584 0.6600 0.3829 3.647059 4.134036
2459561 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.858362 8.068466 -0.331711 -0.213291 0.871364 1.076394 0.839180 1.181267 0.6682 0.6693 0.3787 3.601054 4.039295
2459560 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.887335 8.030181 -0.151989 -0.222726 0.784935 0.506088 0.432189 1.076455 0.6580 0.6551 0.3897 3.905487 4.378647
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.107937 8.853244 -0.330876 -0.413649 0.584090 0.374644 0.208788 0.236699 0.6593 0.6568 0.3773 3.612908 4.028746
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.269487 11.299533 -0.633685 0.074049 0.473233 0.627030 0.786560 2.804217 0.6574 0.6523 0.3888 6.476599 6.429565
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0310 0.0282 0.0005 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.565942 12.559991 -0.681259 0.133438 0.209017 1.196587 0.340477 2.034980 0.6601 0.6591 0.3801 6.418318 6.054064
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6662 0.6658 0.3877 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6626 0.6618 0.3853 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.998022 14.979527 -0.755600 0.885727 0.835911 0.144294 0.817516 1.350494 0.6673 0.6638 0.3844 10.335905 8.872316
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.815616 7.347372 -0.365924 -0.414587 0.783573 0.775226 1.203852 1.817773 0.6635 0.6648 0.3784 3.906399 4.119354
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0372 0.0357 0.0003 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.661950 10.974945 -0.892520 0.119916 0.202552 1.458237 0.144850 1.785694 0.6506 0.6570 0.3964 3.183716 3.526776
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459541 RF_maintenance 100.00% 3.13% 3.58% 0.00% 100.00% 0.00% 0.914976 11.738098 -0.334190 0.551492 12.624533 11.070643 5.129506 5.935243 0.6900 0.6800 0.3381 5.398230 4.176355
2459540 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.442440 10.341479 -0.419781 -0.141163 -0.462522 -0.548277 0.435434 2.499559 0.7241 0.7124 0.3498 4.246346 4.403158
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.744190 18.643105 -0.829360 1.341541 0.570993 0.775063 2.230821 4.974817 0.6839 0.6823 0.4182 3.912812 4.379479
2459535 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.727622 7.969803 -0.231524 -0.110624 -0.872754 -1.119122 0.210579 1.591381 0.7601 0.7382 0.3631 4.252647 4.309212
2459534 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.637045 7.596311 -0.145559 -0.112703 -0.222071 -0.840935 1.054274 1.517286 0.7532 0.7296 0.3614 4.413852 4.511434
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.765397 12.869779 -0.759698 0.112298 0.434317 0.758623 1.819975 3.869048 0.6872 0.6828 0.3926 5.058246 4.837417
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.056054 15.783636 -0.729041 0.426764 -0.255557 0.892145 0.826653 6.750224 0.6882 0.6865 0.3928 5.265720 5.265752
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.357917 0.138336 -0.944805 -0.310581 1.032100 -0.318274 1.259301 1.282234 0.0324 0.0281 0.0006 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.024622 8.884845 -0.753969 -0.364448 0.114657 3.359487 1.111752 2.663746 0.9019 0.9392 0.2023 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.225915 16.726125 -0.518215 0.321337 1.362657 1.630164 2.497036 6.601274 0.1029 0.1140 0.0064 1.095714 1.097959
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.735832 11.322631 0.234847 0.782880 0.603232 1.023554 1.446932 4.892508 0.8641 0.8495 0.4623 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.350755 10.072473 -0.122753 0.060170 -0.256013 2.607124 0.253708 3.745119 0.1388 0.1579 0.0287 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.556004 10.685048 -0.563453 -0.093974 1.608074 1.619986 0.162542 1.621204 0.1423 0.1590 0.0307 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.370586 9.947432 -0.618002 -0.024793 1.685187 3.745013 0.788745 7.912134 0.1474 0.1431 0.0159 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.656656 11.710876 -0.162210 0.338776 2.062088 2.205509 0.444835 3.574106 0.1414 0.1577 0.0355 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.960949 13.194398 0.129236 0.426083 3.923473 3.038201 0.810985 4.950186 0.1603 0.1810 0.0368 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.940593 13.166462 -0.291549 0.390041 3.571414 3.274922 0.350255 2.016798 0.1776 0.1911 0.0458 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.423810 10.510368 -0.409898 0.326568 3.506872 3.590752 1.111979 4.459945 0.1691 0.1776 0.0477 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.305457 12.258926 -0.746486 0.279477 4.319804 5.181642 1.314115 5.896387 0.1609 0.1905 0.0433 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.164939 16.595935 -0.749890 0.618946 0.559842 7.259386 1.487569 15.935179 0.1417 0.1363 0.0353 0.000000 0.000000
2459491 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.202708 18.918075 -0.649376 0.823294 0.946744 3.621545 1.559895 6.271454 0.1516 0.1485 0.0264 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.248999 20.434037 -0.941946 1.107146 0.924743 2.908922 1.811644 7.434070 0.7201 0.7777 0.3797 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.759380 18.982936 -0.793056 0.762721 1.964828 4.078383 0.703569 5.214516 0.7380 0.7850 0.3359 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.555385 17.602921 -0.793610 0.696965 0.417742 4.383993 1.454791 7.204130 0.7403 0.7890 0.3640 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 136: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 9.859922 9.859922 2.187149 2.474196 -0.630235 2.921134 2.795156 4.500538 1.614932

Antenna 136: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 10.984495 3.250205 10.984495 0.263300 1.164932 3.335912 2.621053 3.222727 6.558455

Antenna 136: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 9.954793 9.954793 2.715577 -0.607252 -0.903726 0.674670 0.974256 2.771549 0.133358

Antenna 136: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 8.978324 8.978324 2.548637 -0.290915 -0.323237 0.223515 -0.138317 2.163394 -0.026740

Antenna 136: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Variability 16.379668 0.830751 2.100590 2.019011 1.742182 16.307763 16.379668 0.581137 1.549909

Antenna 136: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 7.574081 7.574081 1.231134 -0.255138 -0.449947 0.364539 0.375434 3.319751 0.104922

Antenna 136: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 13.846490 1.373194 13.846490 -0.897087 -0.008836 1.461460 0.954090 1.505761 5.243881

Antenna 136: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 8.652306 8.652306 0.613988 0.792888 -0.790188 0.402275 -0.395947 4.599963 0.156851

Antenna 136: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 5.622652 5.622652 -0.129568 0.640097 -0.599903 0.079003 -0.237017 4.537803 -0.240253

Antenna 136: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 11.069523 11.069523 0.652419 1.484033 -0.776132 0.568557 -0.579263 4.281740 2.765170

Antenna 136: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 10.880773 10.880773 0.594518 1.324914 -0.822745 1.116065 -0.280982 1.812729 0.788360

Antenna 136: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 10.517696 0.707297 10.517696 -0.752711 0.924299 -0.349999 0.642998 0.209663 4.944455

Antenna 136: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 15.287236 -0.219031 1.520036 -0.398044 0.395986 -0.495254 2.603517 0.126592 15.287236

Antenna 136: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 6.436807 6.436807 -0.267483 0.606622 -0.318490 0.639694 -0.867619 2.656403 -0.013481

Antenna 136: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 13.762540 13.762540 1.154947 1.837220 -0.866168 1.484672 -0.011926 4.086788 1.786566

Antenna 136: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 7.390722 1.122054 7.390722 -0.485952 0.644691 0.143830 4.572390 -0.050951 2.554454

Antenna 136: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 12.379719 12.379719 1.048146 0.997642 -0.570389 0.461166 -0.287109 5.106106 0.082737

Antenna 136: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 12.963127 1.219474 12.963127 -0.448744 0.906843 2.894545 2.322796 1.560821 9.579199

Antenna 136: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 4.034260 -0.446444 4.034260 -0.571295 0.448469 -1.423051 0.237454 -0.017353 1.861692

Antenna 136: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 8.366448 0.058435 8.366448 -0.831948 0.859641 0.090438 -0.269730 -0.019956 2.595909

Antenna 136: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 5.426930 5.426930 -0.016665 0.381129 -0.736339 0.091022 -0.240375 5.372148 2.788692

Antenna 136: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 8.425300 -0.208575 6.864065 -0.563877 0.613252 -0.122137 0.487588 3.369371 8.425300

Antenna 136: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 8.990586 8.990586 -0.032308 0.873933 -0.488357 0.673202 -0.385597 4.885109 1.320204

Antenna 136: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 11.505585 1.053106 11.505585 -0.660661 1.433941 1.577691 2.325185 3.751915 7.982594

Antenna 136: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 12.300833 1.149777 12.300833 -0.581973 0.898089 0.781489 1.913158 6.479062 11.266112

Antenna 136: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 10.204223 -0.320273 10.204223 -0.575984 0.816505 -0.036222 0.378910 1.332078 7.410398

Antenna 136: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 10.213426 -0.121715 10.213426 -0.781843 1.032588 -0.033648 1.527284 0.598935 4.235463

Antenna 136: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 1.451370 -0.447187 -0.757848 0.095711 -0.152224 1.451370 0.554059 0.493005 1.209882

Antenna 136: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 Nnan Not Found ee Temporal Variability 1.014372 -0.301223 -0.819558 0.814951 -0.203636 -0.630467 1.014372 0.701878 0.843184

Antenna 136: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 15.372589 9.422732 -0.122006 0.611733 -0.530849 3.966914 3.803505 15.372589 11.956263

Antenna 136: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 0.959543 0.003457 -0.918393 0.005615 -0.327171 -0.231694 0.825822 0.959543 0.505407

Antenna 136: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 12.146805 0.732504 12.146805 -0.324008 2.571988 1.265881 2.598923 5.827938 10.686208

Antenna 136: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 2.427300 -0.076396 -0.563184 -0.332238 -0.517116 2.427300 -0.596562 0.640114 0.600476

Antenna 136: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 4.798903 -0.540211 -0.683756 0.804127 0.957349 0.110916 4.798903 1.834405 2.002773

Antenna 136: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 2.581976 -0.359875 -0.904436 0.380191 -0.729162 2.581976 0.204576 1.445519 1.439270

Antenna 136: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 22.112544 1.160557 12.754369 -0.915902 2.790918 7.321018 6.891714 16.263771 22.112544

Antenna 136: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 6.889025 6.889025 -0.160914 0.639986 -0.940758 0.477904 -0.091792 6.589486 3.944974

Antenna 136: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.817982 -0.995711 -0.538291 -0.016395 0.395364 0.216683 0.806145 0.817982 0.475547

Antenna 136: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.893009 -0.825613 -0.533089 0.014588 0.169231 -0.324749 0.019661 0.893009 0.610844

Antenna 136: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.902067 -0.921047 -0.451093 -0.086381 0.370570 -0.118526 0.284937 0.902067 0.594842

Antenna 136: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 15.906468 14.655349 0.310658 1.344423 -1.003662 6.175674 4.458316 15.906468 10.720968

Antenna 136: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.785654 -0.638945 -0.830780 0.186019 0.085117 -0.427585 -0.497603 0.628139 0.785654

Antenna 136: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Variability 0.818205 -0.935083 -0.837989 -0.398038 -0.065168 0.818205 0.736146 0.348889 0.190885

Antenna 136: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 1.035279 -0.707254 -0.656747 -0.165323 -0.064939 0.967984 1.035279 1.014464 0.652319

Antenna 136: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 1.901846 -0.883485 -0.536996 -0.221303 0.031675 0.126765 1.901846 1.248261 1.012233

Antenna 136: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.470178 -0.901914 -0.693034 -0.353829 -0.060556 0.166184 -0.221782 0.470178 0.204098

Antenna 136: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 16.231735 0.114996 16.231735 -1.147600 1.652077 0.418176 1.338396 2.074447 8.494059

Antenna 136: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 1.762046 -0.724188 -0.846050 -0.123204 -0.258660 0.463537 0.574161 -0.124865 1.762046

Antenna 136: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 4.860708 -0.915246 -0.728208 -0.229896 0.005902 -0.395093 4.860708 1.289305 0.990674

Antenna 136: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 1.298199 -0.662462 -0.916604 0.144007 -0.557623 0.225891 0.005838 1.298199 0.962649

Antenna 136: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 1.087693 -0.514059 -0.954388 -0.206805 -0.632907 0.687717 -0.003515 1.087693 0.469331

Antenna 136: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 13.568782 0.867541 13.568782 -0.471337 2.012310 0.492234 1.547724 0.980117 7.226201

Antenna 136: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 1.223694 -1.023081 -0.613021 -0.134310 0.270629 -0.752146 1.223694 0.852827 0.786479

Antenna 136: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Power inf 388.573362 388.691231 inf inf 2279.979889 2227.870160 8967.635432 9491.041002

Antenna 136: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties -0.027870 -0.168617 -0.275183 -0.341658 -0.272275 -0.867392 -0.147046 -0.365117 -0.027870

Antenna 136: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 1.098709 -0.051929 -0.092962 -0.005599 -0.060416 -0.228051 1.098709 -0.007158 0.101948

Antenna 136: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 13.000893 0.807014 13.000893 -0.649541 2.360294 0.475139 1.528691 1.981641 9.686255

Antenna 136: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 3.758667 -0.999817 -1.086272 0.333801 0.299540 3.435607 3.758667 0.335550 0.360711

Antenna 136: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 0.171425 -0.007354 -0.077778 0.042537 -0.061776 -0.227716 -0.676674 -0.185286 0.171425

Antenna 136: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 1.814513 -0.874573 -0.436284 -0.672655 -0.187286 -0.612927 1.155762 0.498421 1.814513

Antenna 136: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Variability 6.330910 -0.352800 0.151653 -0.517537 0.341773 0.435864 6.330910 3.703425 2.272353

Antenna 136: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 15.041478 -0.156890 15.041478 -0.554323 1.470411 2.216734 -0.050367 0.772680 3.985472

Antenna 136: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 14.976994 14.976994 0.325120 1.086792 -0.795720 0.373340 3.864545 3.739550 1.803949

Antenna 136: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Temporal Discontinuties 35.019674 28.059713 28.059713 26.001973 26.001973 21.676789 21.676789 35.019674 35.019674

Antenna 136: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 2.173124 1.627358 1.627358 1.490980 1.490980 1.741290 1.741290 2.173124 2.173124

Antenna 136: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance ee Shape 1.071800 1.071800 1.071800 1.065887 1.065887 1.053606 1.053606 1.050522 1.050522

Antenna 136: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 15.220077 15.220077 0.593466 0.735511 -0.677253 0.531666 -0.188973 12.324267 6.224969

Antenna 136: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 14.106783 0.773409 14.106783 -0.208025 2.058244 1.089084 2.979544 0.123801 2.695191

Antenna 136: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 4.606223 4.075877 4.606223 -0.548451 0.942817 -0.242718 0.704398 0.097850 2.244796

Antenna 136: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 15.696757 0.031959 15.696757 -0.068273 2.133885 0.137428 0.253029 0.644350 3.195018

Antenna 136: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 14.827941 0.499194 14.827941 -0.020586 2.344599 -0.469298 1.335624 -0.123194 2.522968

Antenna 136: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 15.890179 0.044102 15.890179 -0.688090 1.831550 0.988427 0.517762 1.166887 2.515841

Antenna 136: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 136: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 14.438975 14.438975 0.269195 0.649682 -0.700066 1.630080 1.019804 3.922190 1.160845

Antenna 136: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 15.314250 0.332026 15.314250 -0.114590 1.434557 0.478571 1.152490 -0.738560 1.982293

Antenna 136: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 15.947614 15.947614 0.301386 2.241055 -0.466975 1.225232 1.128886 6.345362 2.085363

Antenna 136: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 15.011937 0.231796 15.011937 -0.342805 1.137124 2.577701 2.731735 2.695215 5.700154

Antenna 136: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 16.053044 16.053044 0.415672 1.060452 0.070484 0.824126 2.095263 3.654912 1.192436

Antenna 136: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 16.234106 0.870007 16.234106 -0.241972 2.040202 0.035086 1.452033 0.919540 3.087352

Antenna 136: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 13.604518 13.604518 0.212376 1.747326 -0.048817 1.331884 0.572827 6.352449 2.176667

Antenna 136: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 11.744658 11.744658 0.124093 0.835932 -0.290387 0.966171 0.438439 4.149287 0.931492

Antenna 136: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 136: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Temporal Discontinuties 2.074562 -0.235805 -0.677440 -0.851372 -0.463137 -0.130907 0.016686 0.444070 2.074562

Antenna 136: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 136: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 16.007515 0.202595 16.007515 -0.193274 1.498420 0.041145 0.590324 1.368147 3.655395

Antenna 136: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Power 3.247150 2.057028 2.946521 3.247150 2.412816 1.225231 0.953606 1.774701 -0.039709

Antenna 136: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 17.442744 17.442744 0.369708 3.969557 -0.538349 2.497545 1.278033 6.100193 2.846763

Antenna 136: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Temporal Variability 3.213613 -0.534088 -0.474445 -0.588645 -0.955356 3.213613 0.107722 2.112469 0.675277

Antenna 136: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 14.296356 14.296356 0.731919 2.663585 -0.422798 0.829163 0.531472 4.359354 1.749442

Antenna 136: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 12.386839 0.578769 12.386839 0.138241 3.096715 1.337947 0.979221 0.587908 1.549813

Antenna 136: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 13.470170 13.470170 0.196965 1.851090 -0.152268 1.511475 1.008615 3.545500 5.371737

Antenna 136: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 12.651151 12.651151 -0.315309 1.192755 -0.650103 0.633588 -0.010730 3.512297 0.996958

Antenna 136: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 10.943767 10.943767 0.945295 1.764086 -0.005445 1.054508 0.970794 3.583741 1.959682

Antenna 136: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance nn Shape 14.765900 14.765900 0.906004 1.069627 0.284836 1.137479 0.963774 5.892423 3.928507

Antenna 136: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 12 RF_maintenance ee Temporal Discontinuties 1.703675 -0.178004 0.083313 -0.434757 -0.897538 0.166182 0.574759 1.703675 0.145403